Toward auto-research: mining falsifiable research ideas from paper knowledge graphs with categorical structure
Read the original at arxiv.org→arXiv:2608.20361v1 Announce Type: new Abstract: Automated research-idea generation systems built on large language models (LLMs) share a structural weakness: they reduce ideation to free-text recombination, random...
Original headline: "Toward Auto-Research: Mining Falsifiable Research Ideas from Paper Knowledge Graphs with Categorical Structure"
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- Aug 24, 04:00 UTC arXiv cs.CL lead source Toward Auto-Research: Mining Falsifiable Research Ideas from Paper Knowledge Graphs with Categorical Structure